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# Line 20 | Line 20
20   % Use this file as a source of example code for your aip document.
21   % Use the file aiptemplate.tex as a template for your document.
22   \documentclass[%
23 < aip,
24 < jmp,
23 > aip,jcp,
24   amsmath,amssymb,
25   preprint,%
26   % reprint,%
# Line 31 | Line 30 | preprint,%
30  
31   \usepackage{graphicx}% Include figure files
32   \usepackage{dcolumn}% Align table columns on decimal point
33 < \usepackage{bm}% bold math
33 > %\usepackage{bm}% bold math
34 > \usepackage[version=3]{mhchem}  % this is a great package for formatting chemical reactions
35 > \usepackage{url}
36 >
37   %\usepackage[mathlines]{lineno}% Enable numbering of text and display math
38   %\linenumbers\relax % Commence numbering lines
39  
# Line 39 | Line 41 | preprint,%
41  
42   \preprint{AIP/123-QED}
43  
44 < \title[Generalization of the Shifted-Force Potential to Higher-Order Potentials]
45 < {Generalization of the Shifted-Force Potential to Higher-Order Potentials}
44 > \title[Taylor-shifted and Gradient-shifted electrostatics for multipoles]
45 > {Real space alternatives to the Ewald
46 > Sum. I. Taylor-shifted and Gradient-shifted electrostatics for multipoles}
47  
48   \author{Madan Lamichhane}
49   \affiliation{Department of Physics, University
# Line 60 | Line 63 | Over the past several years, there has been increasing
63               %  but any date may be explicitly specified
64  
65   \begin{abstract}
66 < Over the past several years, there has been increasing interest
67 < in real space methods for calculating electrostatic interactions
68 < in computer simulations of condensed molecular systems. We
69 < have extended our original damped-shifted force (DSF)
70 < electrostatic kernel and have been able to derive a set of
71 < interaction models for higher-order multipoles based on
72 < truncated Taylor expansions around the cutoff. For multipolemultipole
73 < interactions, we find that each of the distinct
74 < orientational contributions has a separate radial function to
75 < ensure that the overall forces and torques vanish at the cutoff
73 < radius.
66 >  We have extended the original damped-shifted force (DSF)
67 >  electrostatic kernel and have been able to derive two new
68 >  electrostatic potentials for higher-order multipoles that are based
69 >  on truncated Taylor expansions around the cutoff radius.  For
70 >  multipole-multipole interactions, we find that each of the distinct
71 >  orientational contributions has a separate radial function to ensure
72 >  that the overall forces and torques vanish at the cutoff radius. In
73 >  this paper, we present energy, force, and torque expressions for the
74 >  new models, and compare these real-space interaction models to exact
75 >  results for ordered arrays of multipoles.
76   \end{abstract}
77  
78   \pacs{Valid PACS appear here}% PACS, the Physics and Astronomy
# Line 81 | Line 83 | The Coulomb electrostatic interaction is of importance
83  
84   \section{Introduction}
85  
86 < The Coulomb electrostatic interaction is of importance in a number of physical chemistry problems
87 < [background needed, do we mention gases, liquids, solids?].
86 > There is increasing interest in real-space methods for calculating
87 > electrostatic interactions in computer simulations of condensed
88 > molecular
89 > systems.\cite{Wolf99,Zahn02,Kast03,BeckD.A.C._bi0486381,Ma05,Fennell:2006zl,Chen:2004du,Chen:2006ii,Rodgers:2006nw,Denesyuk:2008ez,Izvekov:2008wo}
90 > The simplest of these techniques was developed by Wolf {\it et al.}
91 > in their work towards an $\mathcal{O}(N)$ Coulombic sum.\cite{Wolf99}
92 > Fennell and Gezelter showed that a simple damped shifted force (DSF)
93 > modification to Wolf's method could give nearly quantitative agreement
94 > with smooth particle mesh Ewald (SPME)\cite{Essmann95} for quantities
95 > of interest in Monte Carlo (i.e., configurational energy differences)
96 > and Molecular Dynamics (i.e., atomic force and molecular torque
97 > vectors).\cite{Fennell:2006zl}
98  
99 < [...]
99 > The computational efficiency and the accuracy of the DSF method are
100 > surprisingly good, particularly for systems with uniform charge
101 > density. Additionally, dielectric constants obtained using DSF and
102 > similar methods where the force vanishes at $R_\textrm{c}$ are
103 > essentially quantitative.\cite{Izvekov:2008wo} The DSF and other
104 > related methods have now been widely investigated,\cite{Hansen:2012uq}
105 > and DSF is now used routinely in simulations of ionic
106 > liquids,\cite{doi:10.1021/la400226g,McCann:2013fk} flow in carbon
107 > nanotubes,\cite{kannam:094701} gas sorption in metal-organic framework
108 > materials,\cite{Forrest:2012ly} thermal conductivity of methane
109 > hydrates,\cite{English:2008kx} condensation coefficients of
110 > water,\cite{Louden:2013ve} and in tribology at solid-liquid-solid
111 > interfaces.\cite{Tokumasu:2013zr} DSF electrostatics provides a
112 > compromise between the computational speed of real-space cutoffs and
113 > the accuracy of fully-periodic Ewald treatments.
114  
115 < The methods that we develop in this paper are meant specifically for problems involving interacting rigid molecules which will be described
116 < in terms of classical mechanics and electrodynamics.  From mechanics, the molecule's mass distribution
117 < determines its total mass and moment of inertia tensor.
118 < From electrostatics, its charge distribution is conveniently described using multipoles.
119 < Our goal is to advance methods for handling inter-molecular interactions in molecular dynamics simulations.
120 < To do this, we must develop consistent approximate equations for
121 < interaction energies, forces, and torques.
115 > One common feature of many coarse-graining approaches, which treat
116 > entire molecular subsystems as a single rigid body, is simplification
117 > of the electrostatic interactions between these bodies so that fewer
118 > site-site interactions are required to compute configurational
119 > energies. Notably, the force matching approaches of Voth and coworkers
120 > are an exciting development in their ability to represent realistic
121 > (and {\it reactive}) chemical systems for very large length scales and
122 > long times.  This approach utilized a coarse-graining in interaction
123 > space (CGIS) which fits an effective force for the coarse grained
124 > system using a variational force-matching method to a fine-grained
125 > simulation.\cite{Izvekov:2008wo}
126  
127 < [...]
127 > The coarse-graining approaches of Ren \& coworkers,\cite{Golubkov06}
128 > and Essex \&
129 > coworkers,\cite{ISI:000276097500009,ISI:000298664400012}
130 > both utilize Gay-Berne
131 > ellipsoids~\cite{Berne72,Gay81,Luckhurst90,Cleaver96,Berardi98,Ravichandran:1999fk,Berardi99,Pasterny00}
132 > to model dispersive interactions and point multipoles to model
133 > electrostatics for entire molecules or functional groups.
134  
135 < This paper extends the shifted-force potential method
136 < of Fennel and Gezelter to higher-order multipole interactions.  [describe?]
137 < Extending an idea from Wolf, multipole images are placed on the surface of a
138 < ``cutoff'' sphere of radius $r_c$. These images are used to make all  interaction energies, forces, and torques
139 < be zero for $r < r_c$.
140 < Two such methods have been developed, both based on Taylor-series expansions.  
141 < The first is applied to the Coulomb kernel of the multipole expansion.  The second is
142 < applied to individual terms for interaction energies in the multipole expansion.
143 < Because of differences in the initial assumptions, the two methods yield different results.
135 > Ichiye and coworkers have recently introduced a number of very fast
136 > water models based on a ``sticky'' multipole model which are
137 > qualitatively better at reproducing the behavior of real water than
138 > the more common point-charge models (SPC/E, TIPnP).  The point charge
139 > models are also substantially more computationally demanding than the
140 > sticky multipole
141 > approach.\cite{Chowdhuri:2006lr,Te:2010rt,Te:2010ys,Te:2010vn} The
142 > SSDQO model requires the use of an approximate multipole expansion
143 > (AME) as the exact multipole expansion is quite expensive
144 > (particularly when handled via the Ewald sum).\cite{Ichiye:2006qy}
145 > Another particularly important use of point multipoles (and multipole
146 > polarizability) is in the very high-quality AMOEBA water model and
147 > related force fields.\cite{Ponder:2010fk,schnieders:124114,Ren:2011uq}
148  
149 < Also explored here is the effect of replacing the bare Coulomb kernel with that of a smeared
150 < charge distribution.  Thus four methods are compared in this paper:  
151 < (1) Shifted force, Coulomb, method 1;
152 < (2) Sihfted force, Coulomb, method 2;
153 < (3) Shifted force, smeared charge, method 1; and
154 < (4) Shifted force, smeared charge, method 2.
115 < The last of these methods is our preferred method and is called the Extended Shifted Force Method.  
116 < Subsequent papers will apply this method to various problems of physical and chemical interest.
149 > Higher-order multipoles present a peculiar issue for molecular
150 > dynamics. Multipolar interactions are inherently short-ranged, and
151 > should not need the relatively expensive Ewald treatment.  However,
152 > real-space cutoff methods are normally applied in an orientation-blind
153 > fashion so multipoles which leave and then re-enter a cutoff sphere in
154 > a different orientation can cause energy discontinuities.
155  
156 < [...]
156 > This paper outlines an extension of the original DSF electrostatic
157 > kernel to point multipoles.  We present in this paper two distinct
158 > real-space interaction models for higher-order multipoles based on two
159 > truncated Taylor expansions that are carried out at the cutoff radius.
160 > We are calling these models {\bf Taylor-shifted} and {\bf
161 >  Gradient-shifted} electrostatics.  Because of differences in the
162 > initial assumptions, the two methods yield related, but different
163 > expressions for energies, forces, and torques.
164  
165 + \section{Methodology}
166  
167 < \section{Development of the Methods}
167 > \subsection{Self-neutralization, damping, and force-shifting}
168  
169 + The DSF and Wolf methods operate by neutralizing the total charge
170 + contained within the cutoff sphere surrounding each particle.  This is
171 + accomplished by shifting the potential functions to generate image
172 + charges on the surface of the cutoff sphere for each pair interaction
173 + computed within $R_\textrm{c}$. An Ewald-like complementary error
174 + function damping is applied to the potential to accelerate
175 + convergence.  The potential for the DSF method, where $\alpha$ is the
176 + adjustable damping parameter, is given by
177 + \begin{equation*}
178 + V_\mathrm{DSF}(r) = C_a C_b \Biggr{[}
179 + \frac{\mathrm{erfc}\left(\alpha r_{ij}\right)}{r_{ij}}
180 + - \frac{\mathrm{erfc}\left(\alpha R_\mathrm{c}\right)}{R_\mathrm{c}} + \left(\frac{\mathrm{erfc}\left(\alpha R_\mathrm{c}\right)}{R_\mathrm{c}^2}
181 + + \frac{2\alpha}{\pi^{1/2}}
182 + \frac{\exp\left(-\alpha^2R_\mathrm{c}^2\right)}{R_\mathrm{c}}
183 + \right)\left(r_{ij}-R_\mathrm{c}\right)\ \Biggr{]}
184 + \label{eq:DSFPot}
185 + \end{equation*}
186 +
187 + To insure net charge neutrality within each cutoff sphere, an
188 + additional ``self'' term is added to the potential. This term is
189 + constant (as long as the charges and cutoff radius do not change), and
190 + exists outside the normal pair-loop for molecular simulations.  It can
191 + be thought of as a contribution from a charge opposite in sign, but
192 + equal in magnitude, to the central charge, which has been spread out
193 + over the surface of the cutoff sphere.  A portion of the self term is
194 + identical to the self term in the Ewald summation, and comes from the
195 + utilization of the complimentary error function for electrostatic
196 + damping.\cite{deLeeuw80,Wolf99}
197 +
198 + \begin{figure}
199 + \includegraphics[width=\linewidth]{SM}
200 + \caption{Reversed multipoles are projected onto the surface of the
201 +  cutoff sphere. The forces, torques, and potential are then smoothly
202 +  shifted to zero as the sites leave the cutoff region.}
203 + \label{fig:shiftedMultipoles}
204 + \end{figure}
205 +
206   \subsection{Multipole Expansion}
207  
208 < Consider two discrete rigid collections of atoms and ions, denoted as objects $\bf a$ and $\bf b$.  
209 < In the following, we assume
210 < that the two objects only interact via electrostatics and describe those interactions in terms of
211 < a multipole expansion.  Putting the origin of the coordinate system at the center of mass of $\bf a$, we use
212 < vectors $\mathbf{r}_k$ to denote the positions of all charges $q_k$ in $\bf a$.
213 < Then the electrostatic potential of object $\bf a$ at $\mathbf{r}$ is given by
208 > Consider two discrete rigid collections of point charges, denoted as
209 > objects $\bf a$ and $\bf b$.  In the following, we assume that the two
210 > objects only interact via electrostatics and describe those
211 > interactions in terms of a multipole expansion.  Putting the origin of
212 > the coordinate system at the center of mass of $\bf a$, we use vectors
213 > $\mathbf{r}_k$ to denote the positions of all charges $q_k$ in $\bf
214 > a$.  Then the electrostatic potential of object $\bf a$ at
215 > $\mathbf{r}$ is given by
216   \begin{equation}
217   V_a(\mathbf r) = \frac{1}{4\pi\epsilon_0}
218   \sum_{k \, \text{in \bf a}} \frac{q_k}{\lvert \mathbf{r} - \mathbf{r}_k \rvert}.
219   \end{equation}
220 < We write the Taylor series expansion in $r$ using an implied summation notation,
221 < Greek indices are used to indicate space coordinates $x$, $y$, $z$ and the subscripts
222 < $k$ and $j$ are reserved for labelling specific charges in $\bf a$ and $\bf b$ respectively, and find:
220 > We write the Taylor series expansion in $r$ using an implied summation
221 > notation, Greek indices are used to indicate space coordinates ($x$,
222 > $y$, $z$) and the subscripts $k$ and $j$ are reserved for labelling
223 > specific charges in $\bf a$ and $\bf b$ respectively, and find:
224   \begin{equation}
225   \frac{1}{\lvert \mathbf{r} - \mathbf{r}_k \rvert} =
226   \left( 1
# Line 143 | Line 229 | We then follow Smith in defining an operator for the e
229   \right)
230   \frac{1}{r}  .
231   \end{equation}
232 < We then follow Smith in defining an operator for the expansion:
232 > The electrostatic potential on $\bf a$ can then be expressed in terms
233 > of multipole operators,
234   \begin{equation}
235   V_{\bf a}(\mathbf{r}) = \frac{1}{4\pi\epsilon_0}\hat{M}_{\bf a} \frac{1}{r}
236   \end{equation}
# Line 153 | Line 240 | and the charge $C_{\bf a}$, dipole $D_{{\bf a}\alpha}$
240   +  Q_{{\bf a}\alpha\beta}
241   \frac{\partial^2}{\partial r_{\alpha} \partial r_{\beta}} + \dots
242   \end{equation}
243 < and the charge $C_{\bf a}$, dipole $D_{{\bf a}\alpha}$,
244 < and quadrupole $Q_{{\bf a}\alpha\beta}$ are defined by
243 > Here, the point charge, dipole, and quadrupole for object $\bf a$ are
244 > given by $C_{\bf a}$, $D_{{\bf a}\alpha}$, and $Q_{{\bf
245 >    a}\alpha\beta}$, respectively.  These can be tied to distribution
246 > of charges
247   \begin{equation}
248   C_{\bf a}=\sum_{k \, \text{in \bf a}} q_k ,
249   \end{equation}
# Line 403 | Line 492 | be discussed below.  
492   We find the first form to be useful in writing equations prior to converting to computer code.  The second form is helpful
493   in derivations of the interaction energy expressions.  The third one is specifically helpful when deriving forces and torques, as will
494   be discussed below.  
495 +
496 +
497 + \section{The Self-Interaction}
498 + The Wolf summation~\cite{Wolf99} and the later damped shifted force
499 + (DSF) extension~\cite{Fennell06} included self-interactions that are
500 + handled separately from the pairwise interactions between sites. The
501 + self-term is normally calculated via a single loop over all sites in
502 + the system, and is relatively cheap to evaluate. The self-interaction
503 + has contributions from two sources:
504 + \begin{itemize}
505 + \item The neutralization procedure within the cutoff radius requires a
506 +  contribution from a charge opposite in sign, but equal in magnitude,
507 +  to the central charge, which has been spread out over the surface of
508 +  the cutoff sphere.  For a system of undamped charges, the total
509 +  self-term is
510 + \begin{equation}
511 + V_\textrm{self} = - \frac{1}{r_c} \sum_{{\bf a}=1}^N C_{\bf a}^{2}
512 + \label{eq:selfTerm}
513 + \end{equation}
514 + Note that in this potential and in all electrostatic quantities that
515 + follow, the standard $4 \pi \epsilon_{0}$ has been omitted for
516 + clarity.
517 + \item Charge damping with the complementary error function is a
518 +  partial analogy to the Ewald procedure which splits the interaction
519 +  into real and reciprocal space sums.  The real space sum is retained
520 +  in the Wolf and DSF methods.  The reciprocal space sum is first
521 +  minimized by folding the largest contribution (the self-interaction)
522 +  into the self-interaction from charge neutralization of the damped
523 +  potential.  The remainder of the reciprocal space portion is then
524 +  discarded (as this contributes the largest computational cost and
525 +  complexity to the Ewald sum).  For a system containing only damped
526 +  charges, the complete self-interaction can be written as
527 + \begin{equation}
528 + V_\textrm{self} = - \left(\frac{\textrm{erfc}(\alpha r_c)}{r_c} +
529 +  \frac{\alpha}{\sqrt{\pi}} \right) \sum_{{\bf a}=1}^N
530 +      C_{\bf a}^{2}.
531 + \label{eq:dampSelfTerm}
532 + \end{equation}
533 + \end{itemize}
534  
535 + The extension of DSF electrostatics to point multipoles requires
536 + treatment of {\it both} the self-neutralization and reciprocal
537 + contributions to the self-interaction for higher order multipoles.  In
538 + this section we give formulae for these interactions up to quadrupolar
539 + order.
540 +
541 + The self-neutralization term is computed by taking the {\it
542 +  non-shifted} kernel for each interaction, placing a multipole of
543 + equal magnitude (but opposite in polarization) on the surface of the
544 + cutoff sphere, and averaging over the surface of the cutoff sphere.
545 + Because the self term is carried out as a single sum over sites, the
546 + reciprocal-space portion is identical to half of the self-term
547 + obtained by Smith and Aguado and Madden for the application of the
548 + Ewald sum to multipoles.\cite{Smith82,Smith98,Aguado03} For a given
549 + site which posesses a charge, dipole, and multipole, both types of
550 + contribution are given in table \ref{tab:tableSelf}.
551 +
552 + \begin{table*}
553 +  \caption{\label{tab:tableSelf} Self-interaction contributions for
554 +    site ({\bf a}) that has a charge $(C_{\bf a})$, dipole
555 +    $(\mathbf{D}_{\bf a})$, and quadrupole $(\mathbf{Q}_{\bf a})$}
556 + \begin{ruledtabular}
557 + \begin{tabular}{lccc}
558 + Multipole order & Summed Quantity & Self-neutralization  & Reciprocal \\ \hline
559 + Charge & $C_{\bf a}^2$ & $-f(r_c)$ & $-\frac{\alpha}{\sqrt{\pi}}$ \\
560 + Dipole & $|\mathbf{D}_{\bf a}|^2$ & $\frac{1}{3} \left( h(r_c) +
561 +  \frac{2 g(r_c)}{r_c} \right)$ & $-\frac{2 \alpha^3}{3 \sqrt{\pi}}$\\
562 + Quadrupole & $2 \text{Tr}(\mathbf{Q}_{\bf a}^2) + \text{Tr}(\mathbf{Q}_{\bf a})^2$ &
563 + $- \frac{1}{15} \left( t(r_c)+ \frac{4 s(r_c)}{r_c} \right)$ &
564 + $-\frac{4 \alpha^5}{5 \sqrt{\pi}}$ \\
565 + Charge-Quadrupole & $-2 C_{\bf a} \text{Tr}(\mathbf{Q}_{\bf a})$ & $\frac{1}{3} \left(
566 +  h(r_c) + \frac{2 g(r_c)}{r_c} \right)$& $-\frac{2 \alpha^3}{3 \sqrt{\pi}}$ \\
567 + \end{tabular}
568 + \end{ruledtabular}
569 + \end{table*}
570 +
571 + For sites which simultaneously contain charges and quadrupoles, the
572 + self-interaction includes a cross-interaction between these two
573 + multipole orders.  Symmetry prevents the charge-dipole and
574 + dipole-quadrupole interactions from contributing to the
575 + self-interaction.  The functions that go into the self-neutralization
576 + terms, $f(r), g(r), h(r), s(r), \mathrm{~and~} t(r)$ are successive
577 + derivatives of the electrostatic kernel (either the undamped $1/r$ or
578 + the damped $B_0(r)=\mathrm{erfc}(\alpha r)/r$ function) that are
579 + evaluated at the cutoff distance.  For undamped interactions, $f(r_c)
580 + = 1/r_c$, $g(r_c) = -1/r_c^{2}$, and so on.  For damped interactions,
581 + $f(r_c) = B_0(r_c)$, $g(r_c) = B_0'(r_c)$, and so on.  Appendix XX
582 + contains recursion relations that allow rapid evaluation of these
583 + derivatives.
584 +
585   \section{Energies, forces, and torques}
586   \subsection{Interaction energies}
587  
# Line 1083 | Line 1261 | +4 ( \hat{r} \cdot \mathbf{Q}_{{\mathbf a}} ) \times
1261   \hat{r} \times ( \mathbf{Q}_{{\mathbf b}} \cdot \hat{r}) v_{43}(r)
1262   \end{split}
1263   \end{equation}
1086 %
1087 %
1264   %
1265 +
1266 + \section{Comparison to known multipolar energies}
1267 +
1268 + To understand how these new real-space multipole methods behave in
1269 + computer simulations, it is vital to test against established methods
1270 + for computing electrostatic interactions in periodic systems, and to
1271 + evaluate the size and sources of any errors that arise from the
1272 + real-space cutoffs. In this paper we test Taylor-shifted and
1273 + Gradient-shifted electrostatics against analytical methods for
1274 + computing the energies of ordered multipolar arrays.  In the following
1275 + paper, we test the new methods against the multipolar Ewald sum for
1276 + computing the energies, forces and torques for a wide range of typical
1277 + condensed-phase (disordered) systems.
1278 +
1279 + Because long-range electrostatic effects can be significant in
1280 + crystalline materials, ordered multipolar arrays present one of the
1281 + biggest challenges for real-space cutoff methods.  The dipolar
1282 + analogues to the Madelung constants were first worked out by Sauer,
1283 + who computed the energies of ordered dipole arrays of zero
1284 + magnetization and obtained a number of these constants.\cite{Sauer}
1285 + This theory was developed more completely by Luttinger and
1286 + Tisza\cite{LT,LT2} who tabulated energy constants for the Sauer arrays and
1287 + other periodic structures.  We have repeated the Luttinger \& Tisza
1288 + series summations to much higher order and obtained the following
1289 + energy constants (converged to one part in $10^9$):
1290 + \begin{table*}
1291 + \centering{
1292 +  \caption{Luttinger \& Tisza arrays and their associated
1293 +    energy constants. Type "A" arrays have nearest neighbor strings of
1294 +    antiparallel dipoles.  Type "B" arrays have nearest neighbor
1295 +    strings of antiparallel dipoles if the dipoles are contained in a
1296 +    plane perpendicular to the dipole direction that passes through
1297 +    the dipole.}
1298 + }
1299 + \label{tab:LT}
1300 + \begin{ruledtabular}
1301 + \begin{tabular}{cccc}
1302 + Array Type &  Lattice &   Dipole Direction &    Energy constants \\ \hline
1303 +   A     &      SC       &      001         &      -2.676788684 \\
1304 +   A     &      BCC      &      001         &       0 \\
1305 +   A     &      BCC      &      111         &      -1.770078733 \\
1306 +   A     &      FCC      &      001         &       2.166932835 \\
1307 +   A     &      FCC      &      011         &      -1.083466417 \\
1308 +
1309 +   *     &      BCC      &    minimum       &      -1.985920929 \\
1310 +
1311 +   B     &      SC        &     001         &      -2.676788684 \\
1312 +   B     &      BCC       &     001         &      -1.338394342 \\
1313 +   B     &      BCC       &     111         &     -1.770078733 \\
1314 +   B     &      FCC       &     001         &      -1.083466417 \\
1315 +   B     &      FCC       &     011         &      -1.807573634
1316 + \end{tabular}
1317 + \end{ruledtabular}
1318 + \end{table*}
1319 +
1320 + In addition to the A and B arrays, there is an additional minimum
1321 + energy structure for the BCC lattice that was found by Luttinger \&
1322 + Tisza.  The total electrostatic energy for an array is given by:
1323 + \begin{equation}
1324 +  E = C N^2 \mu^2
1325 + \end{equation}
1326 + where $C$ is the energy constant given above, $N$ is the number of
1327 + dipoles per unit volume, and $\mu$ is the strength of the dipole.
1328 +
1329 + {\it Quadrupolar} analogues to the Madelung constants were first worked out by Nagai and Nakamura who
1330 + computed the energies of selected quadrupole arrays based on
1331 + extensions to the Luttinger and Tisza
1332 + approach.\cite{Nagai01081960,Nagai01091963}  We have compared the
1333 + energy constants for the lowest energy configurations for linear
1334 + quadrupoles shown in table \ref{tab:NNQ}
1335 +
1336 + \begin{table*}
1337 + \centering{
1338 +  \caption{Nagai and Nakamura Quadurpolar arrays}}
1339 + \label{tab:NNQ}
1340 + \begin{ruledtabular}
1341 + \begin{tabular}{ccc}
1342 + Lattice &   Quadrupole Direction &    Energy constants \\ \hline
1343 +  SC       &      111         &      -8.3 \\
1344 +  BCC      &      011         &      -21.7 \\
1345 +  FCC      &      111         &      -80.5
1346 + \end{tabular}
1347 + \end{ruledtabular}
1348 + \end{table*}
1349 +
1350 + In analogy to the dipolar arrays, the total electrostatic energy for
1351 + the quadrupolar arrays is:
1352 + \begin{equation}
1353 + E = C \frac{3}{4} N^2 Q^2
1354 + \end{equation}
1355 + where $Q$ is the quadrupole moment.
1356 +
1357 +
1358 +
1359 +
1360 +
1361 +
1362 +
1363 +
1364   \begin{acknowledgments}
1365 < We wish to acknowledge the support of the author community in using
1366 < REV\TeX{}, offering suggestions and encouragement, testing new versions,
1367 < \dots.
1365 > Support for this project was provided by the National Science
1366 > Foundation under grant CHE-0848243. Computational time was provided by
1367 > the Center for Research Computing (CRC) at the University of Notre
1368 > Dame.
1369   \end{acknowledgments}
1370  
1371   \appendix
# Line 1941 | Line 2217 | $\frac{v_{43}(r)}{r}$ \\
2217   \end{tabular}
2218   \end{ruledtabular}
2219   \end{table*}
2220 +
2221 + \newpage
2222 +
2223 + \bibliography{multipole}
2224 +
2225   \end{document}
2226   %
2227   % ****** End of file multipole.tex ******

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